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Microsoft DP-604T00 - Implement a Data Science and Machine Learning Solution for AI with Microsoft

  • Length 1 day
  • Price  $990 inc GST
Course overview
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Why study this course

In this one-day course students explore the data science process and learn how to train machine learning models to accomplish artificial intelligence in Microsoft Fabric.

This one-day course prepares you for an Applied Skills credential.
For more than 30 years, Microsoft's industry-recognised certifications have provided proof of world-class technical proficiency for in-demand job roles. In today’s ever-changing business environment, there are also times when you need verified project-specific skills. Microsoft Applied Skills is a new verifiable credential that validates that you have the targeted skills needed to implement critical projects aligned to business goals and objectives. Applied Skills gives you a new opportunity to put your skills centre-stage, empowering you to showcase what you can do and what you can bring to key projects in your organisation.

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What you’ll learn

After completing this course, students will be able to:

  • Understand the data science process

  • Train models with notebooks in Microsoft Fabric

  • Track model training metrics with MLflow and experiments

  • Load data and perform initial data exploration

  • Gain knowledge about different types of data distributions

  • Understand the concept of missing data, and strategies to handle missing data effectively

  • Visualise data using various data visualisation techniques and libraries

  • Learn Data Wrangler features, and its role in the data science workflow

  • Perform different types of preprocessing operations in data science

  • Learn how to handle missing values, and imputation strategie

  • Use one-hot encoding and other techniques to convert categorical data into a format suitable for machine learning algorithms.

  • Train machine learning models with open-source frameworks

  • Train models with notebooks in Microsoft Fabric

  • Track model training metrics with MLflow and experiments in Microsoft Fabric

  • Save a model in the Microsoft Fabric workspace

  • Prepare a dataset for batch predictions

  • Apply the model to dataset to generate new predictions

  • Save the predictions to a Delta table


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Microsoft Azure at Lumify Work

Lumify Work is your best choice for training and certification in any of Microsoft’s leading technologies and services. We’ve been delivering effective training across all Microsoft products for over 30 years, and are proud to be Australia's and New Zealand’s first and largest Microsoft Gold Learning Solutions Partner. All Lumify Work Microsoft Azure courses follow Microsoft Official Curriculum (MOC) and are led by Microsoft Certified Trainers. Join more than 5,000 students who attend our quality Microsoft courses every year.


Who is the course for?

  • Data Scientists

  • Data Analysts

  • Data Engineer


Course subjects

  • Get started with data science in Microsoft Fabric

  • Explore data for data science with notebooks in Microsoft Fabric

  • Preprocess data with Data Wrangler in Microsoft Fabric

  • Train and track machine learning models with MLflow in Microsoft Fabric

  • Generate batch predictions using a deployed model in Microsoft Fabric


Prerequisites

  • You should be familiar with basic data concepts and terminology.


Terms & Conditions

The supply of this course by Lumify Work is governed by the booking terms and conditions. Please read the terms and conditions carefully before enrolling in this course, as enrolment in the course is conditional on acceptance of these terms and conditions.


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